Methodology for automated verification and qualification of sidewall core recovery depth using borehole image logs
A method of determining the depth of a sidewall core sample taken from a borehole relative to a reference log of the borehole. The method includes obtaining a reference log recorded on a reference log depth scale and a borehole image log recorded on a borehole image log depth scale of a portion of the borehole from which the sidewall core sample has been taken. The method further includes generating a calibrated borehole image log from the borehole image log and the reference log and identifying a candidate sidewall core image artifact in the calibrated borehole image log. The method also includes assigning a confidence value for the candidate sidewall core image artifact based on a characteristic of the candidate sidewall core image artifact, and determining, using the confidence value, a probability that the sidewall core sample was collected at a certain depth on the reference log depth scale.
1. A method of determining depth of a sidewall core sample taken from a borehole relative to a reference log of the borehole, the method comprising:
obtaining, using a borehole image logging tool, the reference log recorded on a reference log depth scale of a portion of the borehole from which the sidewall core sample has been taken;
obtaining, using the borehole image logging tool, a borehole image log recorded on a borehole image log depth scale of the portion of the borehole from which the sidewall core sample has been taken;
generating, by a computer processor, a calibrated borehole image log from the borehole image log and the reference log;
identifying, using a circle Hough transform, by the computer processor, a candidate sidewall core image artifact in the calibrated borehole image log;
assigning, by the computer processor, a confidence value for the candidate sidewall core image artifact based on a characteristic of the candidate sidewall core image artifact; and
determining, by the computer processor, using the confidence value, a probability that the sidewall core sample was collected at a certain depth on the reference log depth scale.
2. The method of claim 1 , wherein obtaining the borehole image log of the portion of the borehole from which the sidewall core sample has been taken, further comprises obtaining a calibration log recorded on the borehole image log depth scale of a same physical quantity represented by the reference log.
3. The method of claim 2 , wherein the calibration log of the same physical quantity represented by the reference log is a gamma ray log.
4. The method of claim 2 , wherein the calibration log of the same physical quantity represented by the reference log is a resistivity log.
5. The method of claim 2 , wherein the calibration log of the same physical quantity represented by the reference log is a density log.
6. The method of claim 1 , wherein generating the calibrated borehole image log from the borehole image log and the reference log further comprises:
determining, by the computer processor, a transformation of the borehole image log depth scale required to align the borehole image log depth scale with the reference log depth scale, and;
applying the transformation to the borehole image log.
7. The method of claim 6 , wherein determining the transformation of a calibration log depth scale and applying the transformation is performed by dynamic depth warping.
8. The method of claim 6 , wherein determining the transformation of a calibration log depth scale is performed by cross-correlation.
9. The method of claim 1 , wherein assigning the confidence value for the candidate sidewall core image artifact are based on one or more values selected from a group consisting of a circle identification confidence, a coverage of the circle, a mean intensity of pixel values within the circle, and a uniformity of values within the circle.
10. The method of claim 1 , wherein determining, using the confidence value, the probability that the sidewall core was collected at the certain depth on the reference log depth scale is performed using Bayesian statistics.
11. The method of claim 1 further comprising:
determining a most probable location on the reference log depth scale at which the sidewall core sample was taken; and
validating the most probable location by comparing the reference log value with a depth calibrated image run log value at the most probable location.
12. A non-transitory computer readable medium storing instructions executable by a computer processor, the instructions comprising functionality for:
obtaining, using a borehole image logging tool, a reference log recorded on a reference log depth scale of a portion of a borehole from which a sidewall core sample has been taken;
obtaining, using the borehole image logging tool, a borehole image log recorded on a borehole image log depth scale of the portion of the borehole from which the sidewall core sample has been taken;
generating, by the computer processor, a calibrated borehole image log from the borehole image log and the reference log;
identifying, using a circle Hough transform, by the computer processor, a candidate sidewall core image artifact in the calibrated borehole image log;
assigning, by the computer processor, a confidence value for the candidate sidewall core image artifact based on a characteristic of the candidate sidewall core image artifact; and
determining, by the computer processor, using the confidence value, a probability that the sidewall core was collected at a certain depth on the reference log depth scale.
13. The non-transitory computer readable medium of claim 12 , wherein the instructions further comprise functionality for:
generating the calibrated borehole image log from the borehole image log and the reference log, by:
determining a transformation of a calibration log depth scale required to align the calibration log depth scale with the reference log depth scale; and
applying the transformation to the borehole image log.
14. The non-transitory computer readable medium of claim 12 , wherein the instructions further comprise functionality for determining a transformation of a calibration log depth scale by performing dynamic depth warping.
15. The non-transitory computer readable medium of claim 12 , wherein the instructions further comprise functionality for determining a transformation of a calibration log depth scale by performing cross-correlation.
16. The non-transitory computer readable medium of claim 12 , wherein the instructions further comprise functionality for assigning the confidence value for the candidate sidewall core image artifact are based on one or more values selected from a group consisting of a circle identification confidence, a coverage of the circle, a mean intensity of pixel values within the circle, and a uniformity of values within the circle.
17. The non-transitory computer readable medium of claim 12 , wherein the instructions further comprise functionality for determining, using the confidence value, the probability that the sidewall core was collected at the certain depth on the reference log depth scale using Bayesian statistics.
18. The non-transitory computer readable medium of claim 12 , wherein the instructions further comprise functionality for:
determining a most probable location on the reference log depth scale at which the sidewall core sample was taken; and
validating the most probable location by comparing the reference log value with a depth calibrated image run log value at the most probable location.